9 Best LinkedIn Scrapers (2025)

Choosing the best LinkedIn scraper can be overwhelming, given the extensive range of available options. If you're trying to determine the best fit for your project, you're in the right place.

LinkedIn is a goldmine for professional information, and we'll help you harness its database.

We've sifted through the technical jargon to bring you a list of the best LinkedIn scrapers out there.

If you'd prefer an overview, here's a quick comparison table highlighting each tool's key features and pricing structure.

For a deeper dive, keep reading.

What Is a LinkedIn Scraper?

LinkedIn scrapers are tools that follow pre-defined instructions to extract data from LinkedIn profiles, job listings, and other sources. They're typically designed to navigate a LinkedIn target page, identify the desired data fields, and return the information in a usable format.

These tools enable you to quickly gather, structure, and analyze large amounts of professional data, which can be valuable in facilitating data-driven investment and recruitment decisions, market research, and lead generation, among other things.

Furthermore, LinkedIn scrapers mainly adhere to ethical practices and privacy rules, allowing you to extract only publicly available data, such as:

• Company information.
• LinkedIn profile.
• Job listings.
• Job posts.
• Search results.
• LinkedIn group data.

Types of LinkedIn Scrapers

LinkedIn scrapers generally fall into these three categories based on how they operate and the level of user interaction:

• Scraping APIs: Scraping APIs allow you to scrape LinkedIn data by sending simple API requests. While you can store results in any preferred format, scraping APIs returns already structured data in JSON.

Scraping APIs are easy to use and particularly valuable for integrating LinkedIn data directly into your application's workflow. Most importantly, they're scalable, and the best ones can bypass complex website restrictions.

• No-code tools: No-code scrapers provide a graphical user interface, mostly drag-and-drop editors or dropdown menus, that allows you to extract LinkedIn data by navigating or manipulating its user interface (without writing any code).

These tools are designed for non-technical users and often include features for processing scraped data.

• Browser Extensions: LinkedIn scrapers in this category are add-ons that let you extract data directly within your browser. They're usually easy to use, providing features that allow you to customize according to your needs.

Is it Legal to Scrape LinkedIn Data?

Scraping LinkedIn ethically is legal as most of its data are publicly available, and scraping public data is generally considered an acceptable practice.

However, to guide against malicious attacks and bad bots, LinkedIn employs restrictions that can block your scraper. Therefore, choosing the right tool is important to bypass these restrictions while respecting the platform's terms and conditions.

In the next section, we'll provide an in-depth review of our top picks to help you make the best decision.

1. ZenRows: Overall Best LinkedIn Scraper

Although this list is in no particular order, it's fitting to start with ZenRows, the ultimate LinkedIn scraping solution.

ZenRows is an all-in-one web scraping API that provides everything you need to extract data from LinkedIn without any restrictions.

Even though LinkedIn employs anti-bot solutions to mitigate bot traffic, ZenRows is designed to handle these restrictions behind the scenes while respecting the platform's terms and conditions. Thus enabling you to focus on retrieving the necessary data.

If you'd prefer not to write any code, ZenRows also integrates with no-code solutions (Zapier and Maker) that allow you to scrape LinkedIn by dragging, dropping, or selecting from drop-down menus.

Lastly, it is easy to use, has a very high success rate, and a five-star G2 rating, all of which reiterates its position as one of the best LinkedIn scrapers.

👍Pros:

• It provides anti-bot bypass features that allow you to extract LinkedIn data without getting blocked. 
• High success rate.
• It's easy to use and can work with any programming language.
• Offers no-code solutions that allow you to extract data without writing any code. 
• Scaling is easy with ZenRows.
• Extensive documentation and 24/7 customer support.

👎Cons:

• ZenRows is only available as a paid tool.

💰Pricing

ZenRows offers competitive pricing plans starting at $69/month and a free trial without an upfront commitment.

2. Apify

Apify is a data extraction platform that caters to both developers and non-technical audiences. It offers several open-source tools that enable developers to build, deploy, and publish data extraction and web automation tools called Actors.

These actors include community-driven LinkedIn scrapers that allow you to scrape specialized data, writing little to no code.

For basic use cases, you only need to enter your target LinkedIn URL and select the page elements containing the data you want to scrape. However, complex cases may require some additional customizations and external integrations.

👍Pros:

• Apify provides open-source tools for building data extraction tools.
• Its LinkedIn actors are feature-rich, providing easy customizations for non-technical audiences.
• This tool supports integration with numerous third-party applications, including Slack and Google Drive.

👎 Cons:

• Some of its advanced features and functionalities rely on external integrations, which can increase complexity and incur additional costs.
• Low success rate against advanced anti-bot protection.

💰Pricing

Apify offers a limited free-to-use plan for only $5/month. For more functionalities, you'll need its pay-as-you-go plan, which starts at $49/month.

3. PhantomBuster

PhantomBuster is a popular data extraction platform that focuses on providing solutions for lead generation, list enrichment, and LinkedIn outreach.

However, regardless of your use case, PhantomBuster offers bespoke templates (Phantoms) that allow you to extract data from LinkedIn profiles, job posts, search results, and basically any section necessary for lead generation and outreach.

It also promises real-time data and intent-driven insights, ensuring you generate the right leads at the right time.

👍Pros:

• PhantomBuster provides an intuitive user interface (UI) and ready-made templates (Phantoms) that are easy to use and beginner-friendly.
• It also supports integration with third-party applications like Slack to enable you to streamline your data extraction.
• It offers real-time data and shows intent, so you know the timing is right.

👎Cons:

• PhantomBuster does not provide public features to circumvent LinkedIn anti-bot restrictions.
• You may require external integrations for complex LinkedIn scraping use cases.
• Some of its advanced features and functionalities rely on external integrations, which can increase complexity and incur additional costs.

💰Pricing

PhantomBuster offers a 14-day free trial, and its paid plan starts at $56/month.

4. Octoparse

Octoparse is a no-code web scraping solution with an intuitive workflow designer that allows you to build reliable LinkedIn scrapers by simply interacting with UI elements.

This tool comes with an AI web scraping assistant. It can auto-detect valuable data, enabling you to automate web scraping. Yet, it offers numerous ready-made templates for retrieving data instantly without any setup.

It also has features like proxy support, JavaScript rendering, and CAPTCHA solving to help you interact with web elements and overcome web scraping challenges.

👍Pros:

• Octoparse provides an easy-to-use, point-and-click interface for building LinkedIn scrapers without writing code.
• It also has various preset templates for LinkedIn scraping and other popular websites.
• It supports IP rotation, proxies, AJAX loading, etc., for web interaction and solving anti-bot challenges.
• Offers an AI web scraping assistant to facilitate automation.

👎Cons:

• Its desktop application is only available on Windows platforms.
• Scaling with Octoparse can get expensive.
• Relatively low success rate.

💰Pricing

Octoparse is free to use, with limited features. Paid plans start at $99/month (billed yearly).

5. TexAu

Like PhantomBuster, TexAu is a lead-generation tool that enables you to quickly export user data, such as company profiles and emails, from any website, including LinkedIn.

You can select from over 180 automation and 50 ready-made workflows to get started without any setup.

👍Pros:

• TexAu works through an intuitive interface, which makes it easy to use.
• It also offers automation for data extraction, link enrichment, and outreach.
• This tool leverages the power of AI to personalize outreach strategies.

👎Cons:

• TexAu is a lead generation tool and does not provide ready-made solutions for scraping other data fields.
• It doesn't offer features to overcome anti-bot restrictions.

💰Pricing

TexAu offers a 14-day free trial with limited features. Paid plans start at $79/month.

6. Waalaxy

Walaaxy describes itself as the "simplest LinkedIn automation tool on the market," and this is why.

It is a browser extension LinkedIn scraper that automates your browsing session to extract data in real time as you navigate company profiles. Extensions are easy to install and quickly extract data from within your browser.

👍Pros:

• It's easy to use.
• Walaaxy incorporates an AI assistant to automate data extraction and outreach strategies.
• It offers an AI-powered search engine that enables you to identify the best targets quickly.
• It also comes with ready-made workflows for small-scale projects.

👎Cons:

• Like TexAu, Waalaxy is strictly a lead generation tool and does not offer complete web scraping capabilities.
• A steep learning curve and a not-so-extensive documentation

💰Pricing

Waalaxy offers a limited free trial period. Its full usage starts at $66/month.

7. Evaboot

Evaboot is an innovative LinkedIn Sales Navigator scraper with a Chrome extension that allows you to export clean data, filter leads, and find emails in a few clicks. It also provides an email verifier to test all emails found and confirm they actually exist.

Its standout web scraping feature is its daily export limit, which ensures you never exceed LinkedIn's scraping limitations and avoids getting blocked.

👍Pros:

• Evaboot is user-friendly and easy to use.
• Its data cleaning feature automatically eliminates typos and unwanted characters to ensure you get usable leads.
• It adds an email verifier to ensure the accuracy of extracted emails.
• Evaboot imposes a daily export limit to avoid triggering LinkedIn's anti-scraping restrictions.

👎Cons:

• While the daily limits serve to avoid going above LinkedIn's limitations, it makes it challenging to scale.
• Integrations with third-party applications are limited as Evaboot doesn't offer an API.

💰Pricing

Evaboot offers a single $9/month plan and no free trial.

8. Prospeo

Prospeo is technically an email finder for extracting and verifying email addresses. It offers several solutions, including Sales Navigator export, which allows you to extract leads and emails from LinkedIn's Sales Navigator.

It also has a Chrome extension that allows you to find emails anywhere in your browser. You can perform email searches using specific names or company profiles and verify them while surfing the net.

Prospeo also provides an intuitive API that allows users to access all its products and functionalities with a single request.

👍Pros:

• Prospeo's user-friendly UI makes it easy to use.
• Its Chrome extension allows you to extract and verify emails anywhere within your browser.
• Using its LinkedIn email finder, you can export up to 45 data fields for lead generation.
• Prospeo offers an intuitive API for easy integration with third-party applications.

👎Cons:

• There is no noticeable feature for navigating LinkedIn's restrictions.
• Scaling can be challenging as Prospero only focuses on extracting emails for lead generation.

💰Pricing

Prospeo offers 75 free credits on sign-up. Its paid plans start at $39/month

9. Scalelist

Like Evaboot, Scalelist is a Chrome extension for exporting leads from LinkedIn Sales Navigator. It retrieves searches and extracts individual emails and phone numbers from both Platforms.

Scalelist uses AI to clean scraped data and also provides an easy-to-use dashboard for organizing your extracts.

👍Pros:

• Scalelist provides an intuitive dashboard for organizing scraped data.
• Its Chrome extension lets you extract leads from LinkedIn and Sales Navigator directly within your browser.
• You can create lead lists in a few clicks.

👎Cons:

• There is no noticeable feature for navigating LinkedIn's restrictions.
• Depending on your use case, it may not be a great choice for scalable LinkedIn scraping.

💰Pricing

Scalelist offers a 14-day free trial with 60 free credits. Its paid plans start at $49/month.

Conclusion

Choosing the right tool for your project can seem daunting. However, we've done the hard part, sifting through the noise to provide you with a list of the best LinkedIn scrapers on the market.

From Waalaxy's simplicity to Octoparse's comprehensive features, each tool offers you a unique approach. That said, ZenRows emerges as the simplest, most scalable LinkedIn scraping solution, providing everything you need to extract data without getting blocked.

Sign up now to try ZenRows for free.